Here we introduce the AD objective for our tree-based model: Partial Identification (PID) [1]}.
Consider all patients admitted into an ICU.
We might consider patients with blood pressure (BP) as 300 as anomalous, since it deviates from most others.
In this example, BP of 300 is in a "sparse" feature space since very few people are more than 300.
